AI holds enormous potential for understanding the interactions between nanomaterials and proteins. This talk discussed our work on protein corona datasets and underlying foundation models, and envisioned its broad application prospects in disease diagnosis. AI will enable high-throughput screening and efficient design of nanoenrichment methods for protein biomarkers.